Data Methodology

SWFL.com aggregates events from 30+ automated sources across Southwest Florida, including Eventbrite, Meetup, chamber of commerce calendars, and community organization feeds.

Our daily automated ingestion pipeline runs at 6am UTC, scanning all registered sources for new and updated events. Each event is deduplicated, geocoded, and categorized before being added to the platform.

Community members and organizations can also submit events directly through our submission form. Submitted events are reviewed and approved by our team before publication.

Organizations on SWFL.com are sourced through a combination of manual research, automated discovery, and community submissions.

Our initial seed dataset was built through comprehensive research of every group, nonprofit, coworking space, accelerator, and community resource in the 7-county SWFL region.

Organizations can claim their profiles to keep information current, and our automated discovery system continuously identifies new groups and resources across the region.

The SWFL.com knowledge base contains curated entries covering local services, resources, and frequently asked questions about the Southwest Florida region.

Each entry is verified against authoritative sources and updated regularly to ensure accuracy.

Our knowledge base powers the AI Concierge's ability to answer questions about living, working, and visiting Southwest Florida.

The SWFL.com AI Concierge is powered by real, verified data from our platform — not general internet knowledge. It uses vector search across our events, organizations, and knowledge base to provide accurate, contextual answers.

The AI is designed to never hallucinate or make up information. When it doesn't have sufficient data to answer a question, it says so rather than guessing.

All AI responses are grounded in our curated database, ensuring that recommendations for groups, events, and resources are real and currently active.

Our automated ingestion pipeline runs daily at 6am UTC, ensuring events are added and updated within 24 hours of being published by their source organizations.

Expired events are automatically archived after their end date. Organization and business data is verified on a rolling basis.

The sitemap, RSS feed, and AI discovery files are regenerated dynamically with every request to reflect the latest data.

We take data accuracy seriously. If you find inaccurate information on SWFL.com, please report it to [email protected] and we will investigate and correct it promptly.

Organizations can claim their profiles to directly manage their own information, ensuring it stays current.

Event organizers who find errors in ingested event data can submit corrections through the platform or contact us directly.